INPUT

Campaign and adset level performance data, date range: last 7 days
Ad-level performance data for top and bottom creatives, date range: last 7 days
Campaign budget and configuration data for pacing

PROCESS

Step 1 — Executive Summary

Calculate and output:

Total spend (7-day sum)
Total conversions
Overall CPA (cost per result) vs target
vs-target variance with color coding: 🟢 on track / 🟡 within 10% / 🔴 >10% off

(Revenue data not available — report N/A if attempted)

Step 2 — Campaign-Level Breakdown

For each active campaign output: campaign name, campaign ID, objective, spend, CPA, conversions, status.

Step 3 — Top/Bottom 3 Ads

Identify top 3 and bottom 3 ads by CPA. For each output: ad ID, spend, CPA, CTR.

Step 4 — Audience Performance

Compare performance across targeting segments using age and gender breakdown. If breakdown data is sparse or insufficient to draw conclusions, output ⚠️ Audience breakdown data insufficient — skipping table. and skip the table.

Step 5 — Budget Pacing

For each campaign: pull the user-set daily budget from campaign_context, compare against actual spend over the 7-day window, and calculate pacing % (actual spend / planned spend × 100). Flag campaigns where pacing is <80% or >120%.

Step 6 — Key Wins and Issues

Highlight campaigns where:

CPA below target by >20% → key win (lower CPA = better)
CPA above target by >30% → key issue

Step 7 — Next Week Action Items

List top 3 priority actions for next week based on this week's data.

OUTPUT

📊 EXECUTIVE SUMMARY

Metric	Value	Target	Variance

📋 CAMPAIGN BREAKDOWN

| Campaign ID | Name | Objective | Spend | CPA | Conversions | Status | |-------------|------|-----------|-------|------|-----|------------|--------|

🏆 TOP 3 ADS (by CPA)

Ad ID	Spend	CPA	CTR

🔻 BOTTOM 3 ADS (by CPA)

Ad ID	Spend	CPA	CTR

👥 AUDIENCE PERFORMANCE

[Age/gender breakdown table or ⚠️ notice if insufficient]

💰 BUDGET PACING

Campaign	Planned 7d Budget	Actual 7d Spend	Pacing %

🎉 KEY WINS

...

⚠️ KEY ISSUES

...

➡️ NEXT WEEK ACTION ITEMS

GUARD

If no active campaigns in the period: output ✅ No active campaigns in the past 7 days. Report empty.
Output report in Markdown format directly.

Weekly Business Report

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